Index › Finance › Accounting and close › AI accounting assistants › Enterprise · September 2026 Edition
AI accounting assistants for enterprise buyers
Asked as “AI bookkeeping tool”, and as “AI agent for accounting tasks”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
12%
Contested · BlackLine 10%
12Vic.ai10BlackLine10Oracle NetSuite68others
12% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Sage Intacct vs XeroSage Intacct vs NumericSage Intacct vs FreshBooksSage Intacct vs DocytZoho Books vs Ramp Accounting AgentZoho Books vs Vic.aiZoho Books vs XeroZoho Books vs NumericZoho Books vs FreshBooksZoho Books vs DocytRamp Accounting Agent vs Vic.aiRamp Accounting Agent vs XeroRamp Accounting Agent vs NumericRamp Accounting Agent vs FreshBooksRamp Accounting Agent vs DocytVic.ai vs XeroVic.ai vs NumericVic.ai vs FreshBooksVic.ai vs DocytXero vs NumericXero vs FreshBooksXero vs DocytNumeric vs FreshBooksNumeric vs DocytFreshBooks vs Docyt
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Vic.ai12%
Vic.ai12%02BlackLine10%
BlackLine10%03Oracle NetSuite10%
Oracle NetSuite10%04FloQast7%
FloQast7%05Sage Intacct7%
Sage Intacct7%06Numeric7%
Numeric7%07Ramp Accounting Agent2%
Ramp Accounting Agent2%08Trullion0%
Trullion0%09QuickBooks Online0%
QuickBooks Online0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ChatGPT
100%
8 of 8 labels negative · 8 of 12 models · 5 hard negative
“avoid or approach the following categories of AI accounting tools with extreme caution... standard, non-enterprise instances of ChatGPT, Claude, Gemini, or Copilot” Gemini 3.5 Flash, negative prompt
QuickBooks Online77%
10 of 13 labels negative · 7 of 12 models · 7 hard negative
“SMB-first accounting platforms like QuickBooks, Xero, and FreshBooks when used as the core finance stack for a large enterprise” Perplexity Sonar, negative prompt
Claude100%
8 of 8 labels negative · 7 of 12 models · 6 hard negative
“tools like public versions of ChatGPT or Claude ... are generally unsafe to use as primary processing engines for sensitive financial data” Qwen 3.7 Flash, negative prompt
Xero67%
6 of 9 labels negative · 6 of 12 models · 1 hard negative
“SMB-first accounting platforms like QuickBooks, Xero, and FreshBooks when used as the core finance stack for a large enterprise” Perplexity Sonar, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
67 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1137 links across 364 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Numeric27 answers · 37 citations · 10 models
25 answers · 25 citations · 11 models
vendor site · DualEntry24 answers · 28 citations · 8 models
vendor site · Growthy23 answers · 25 citations · 10 models
22 answers · 30 citations · 10 models
vendor site · Unite22 answers · 22 citations · 9 models
vendor site · Maxima17 answers · 19 citations · 10 models
16 answers · 17 citations · 11 models
15 answers · 16 citations · 9 models
15 answers · 15 citations · 8 models
15 answers · 15 citations · 9 models
vendor site · Ramp14 answers · 16 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
25 answers · 11 models
21 answers · 9 models
20 answers · 10 models
20 answers · 6 models
18 answers · 9 models
15 answers · 9 models
15 answers · 9 models
14 answers · 7 models
14 answers · 9 models
14 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai accounting tools”, “ai bookkeeping tool”, “best ai bookkeeping tool”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days |
|---|---|---|---|---|---|---|---|
| Vic.ai vic.ai | 12% | 82 | 720 | 0 | 1,251 | 1 | |
| BlackLine blackline.com | 10% | 249 | 27,100 | 1,255 | 28,740 | $4,066 | 79 |
| Oracle parent site Oracle NetSuite 10% | 10% | 542 | 450,000 | 66,611 | |||
| FloQast floqast.com | 7% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 |
| Sage sage.com Sage Intacct 7% | 7% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 |
| Numeric numeric.io | 7% | 201 | 12,100 | 38,006 | 94,254 | $426 | 9 |
| Maxima maxima.ai | 7% | 8 | |||||
| Tofu gotofu.com | 5% | 13 | |||||
| Acumatica acumatica.com Acumatica Cloud ERP 5% | 5% | 8 | 12,100 | 242 | 130,487 company | $2,934 | 120 |
| Xero xero.com | 5% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (dualentry.com, intuit.com). The first result for “ai accounting tools” is finlens.app.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best AI bookkeeping tool for an enterprise B2B company?”Paraphrase“Which AI agent for accounting tasks would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI accounting tools and how do they differ?”Budget-constrained“What is the best AI bookkeeping tool for a large company that needs predictable total cost across thousands of users?”Negative“Which AI accounting tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Sage IntacctOracle NetSuiteChangedNumericagainst: Sage Intacct, Vic.aiTofunothing named
Three alternatives
DualEntry, Tabs, Vic.aiSix alternatives
BlackLine, HighRadius, Maxima, Microsoft Dynamics 365 Finance, Sage Intacct, Vic.aiTwo alternatives
Netgain, TrullionTwo alternatives
Sage Intacct, Vic.aiGPT-5.4 miniOracle NetSuiteagainst: QuickBooks OnlineBlackLineChangedIntuit Enterprise SuiteBotkeeperagainst: Xeronothing named
Two alternatives
BlackLine, Sage IntacctOne alternative
Workday Accounting AgentThree alternatives
Oracle Fusion Cloud Financial Management, QuickBooks Online, Workday Financial ManagementOne alternative
Sage IntacctGemini 3.5 FlashNumericagainst: Bench, QuickBooks Online, XeroSAP Joule, Workday Accounting AgentChangedagainst: Claude, GPT-4BlackLineRamp Accounting Agentagainst: ChatGPT, Claude, Gemini, Microsoft Copilot
Five alternatives
FloQast, Oracle NetSuite, Tabs, Trullion, Vic.aiSix alternatives
Auditoria.ai, FloQast, HighRadius, Numeric, Oracle NetSuite, Vic.aiSeven alternatives
Numeric, Oracle NetSuite, Sage Intacct, Tabs, Trullion, Vic.ai, Workday Financial ManagementTwo alternatives
Tipalti, Vic.aiPerplexity SonarNetgainFloQastChangedNumericSage Intacctagainst: Botkeeper, Docyt, Numeric, QuickBooks Online, Zeniagainst: ChatGPT, Claude, Digits, FreshBooks, Puzzle, QuickBooks Online, Xero
Three alternatives
Booke AI, Docyt, NumericFour alternatives
BlackLine, Maxima, Numeric, Vic.aiSix alternatives
BlackLine, FloQast, Oracle NetSuite, Sage Intacct, Trullion, Vic.aiTwo alternatives
BlackLine, Oracle NetSuiteGrok 4.20Oracle NetSuiteagainst: FloQast, Numeric, Oracle Fusion Cloud ERPVic.aiChangedagainst: FloQastno first choiceXeroagainst: BILL, Docyt, Growthy, QuickBooks Online, SAP, Sage Intacct, Tofu, Workday Financial Managementagainst: BILL, Basis, Bench, Booke AI, Botkeeper, ChatGPT, Claude, Digits, Pilot, Puzzle, Ramp Accounting Agent, Truewind, Zeni
Two alternatives
BlackLine, Sage IntacctThree alternatives
BlackLine, Oracle NetSuite, SAP JouleFive alternatives
FloQast, Oracle Fusion Cloud ERP, Oracle NetSuite, Sage Intacct, Vic.aiOne alternative
Oracle NetSuiteMistral SmallNumeric, Vic.aiFloQast, Vic.aiChangedFloQastVic.ainothing named
Two alternatives
Botkeeper, FloQastFive alternatives
BlackLine, Kognitos, Numeric, Trullion, Vic.aiDeepSeek V4 FlashFloQastBlackLineChangedBlackLineAcumatica Cloud ERPagainst: BILL, HelloBooks.ai, Oracle NetSuite, QuickBooks Onlineagainst: Booke AI, ChatGPT, Claude, DeepSeek, Digits, Gemini, Grok, Meta AI, QuickBooks Online, Sage Copilot, Stampli, Vic.ai
Four alternatives
Oracle NetSuite, Rillet, Sage Intacct, Vic.aiThree alternatives
FloQast, HighRadius, Vic.aiFour alternatives
FloQast, Numeric, Sage Intacct, Vic.aiFour alternatives
BlackLine, FloQast, Tofu, XeroLlama 4 Maverickno first choiceno first choiceHeldno first choiceOracle NetSuiteagainst: Noxus
Three alternatives
QuickBooks Online, Ramp Accounting Agent, Vic.aiQwen 3.7 FlashNumeric, RilletHighRadiusChangedFloQastAcumatica Cloud ERPagainst: QuickBooks Online, Xeroagainst: ChatGPT, Claude
Five alternatives
Digits, Maxima, Rossum, Vic.ai, XendooThree alternatives
BlackLine, Tipalti, ZuoraFour alternatives
Dext, Numeric, Sage Intacct, Vic.aiTwo alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuiteKimi K2Digits, Sage IntacctBlackLine, MaximaChangedBlackLine, FloQastVic.aiagainst: BILL, Numeric, Oracle NetSuite, QuickBooks Online, Sage Intacctagainst: BILL, ChatGPT, Claude, DeepSeek, Digits, Melio, Meta AI, QuickBooks Online, Xero
Three alternatives
Docyt, Maxima, NominalTwo alternatives
FloQast, Vic.aiSeven alternatives
Docyt, Numeric, Sage Intacct, Trintech Cadency, Trullion, Vic.ai, ZeniThree alternatives
Docyt, Ramp Accounting Agent, ZeniGLM 4.7 FlashXLayerNextBlackLineChangedBlackLineTofuagainst: ChatGPT, DeepSeek, Xero
Three alternatives
Digits, FloQast, TrullionFive alternatives
Basis, ChatFin, Kognitos, Trullion, Vic.aiFour alternatives
Docyt, FloQast, Trullion, Vic.aiFour alternatives
BookWell, Growthy, Oracle NetSuite, Sage IntacctMiniMax M2.5MaximaMaximaHeldFloQastHelloBooks.ai, Xeroagainst: ChatGPT, Claude
Three alternatives
Oracle Fusion Cloud Financial Management, SAP Business AI, Workday Financial ManagementOne alternative
Vic.aiFive alternatives
BlackLine, Numeric, Sage Intacct, Vena Copilot, Vic.aiThree alternatives
Digits, Microsoft Copilot for Finance, TofuBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:09 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:17 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:00 | yes | 27 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:42 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:25 | yes | 36 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:13 | yes | 27 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:08 | yes | 14 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:40 | yes | 9 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:55 | yes | 23 | 175 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:27 | yes | 5 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:51 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:37 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:39 | yes | 25 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:55 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:25 | yes | 37 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:40 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:04 | yes | 27 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:15 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:02 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:13 | yes | 20 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:33 | yes | 15 | 88 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:32 | yes | 10 | 36 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:31 | yes | 15 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:16 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:18 | yes | 27 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:28 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:09 | yes | 42 | 22 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:09 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:21 | yes | 19 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:44 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:16 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:45 | yes | 30 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:06 | yes | 24 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:51 | yes | 10 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:07 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:15 | yes | 4 | 9 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:09 | yes | 18 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:17 | yes | 20 | 10 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:38 | yes | 38 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:29 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:22 | yes | 25 | 46 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:34 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:34 | yes | 10 | 59 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:25 | yes | 25 | 74 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:32 | yes | 29 | 54 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:31 | yes | 19 | 50 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:25 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:12 | no | 0 | 14 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:04 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:05 | yes | 20 | 19 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:01 | yes | 12 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:18 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:03 | yes | 28 | 91 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:53 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:35 | yes | 14 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:23 | yes | 29 | 198 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:48 | yes | 5 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:50 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:35 | yes | 5 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:49 | yes | 20 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:55 | yes | 20 | 9 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:33 | yes | 23 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:22 | yes | 5 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:48 | yes | 28 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:56 | yes | 6 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:46 | yes | 12 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:04 | yes | 30 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:14 | yes | 20 | 51 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:12 | yes | 24 | 47 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acumatica read as Acumatica Cloud ERP
BILL.com read as BILL
Booke read as Booke AI
Dext Prepare (formerly Expensify) read as Dext
Google Gemini read as Gemini
Intuit / QuickBooks (Intuit Assist) read as QuickBooks Online
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Oracle Financials read as Oracle Fusion Cloud Financial Management
QuickBooks read as QuickBooks Online
QuickBooks (Online & Desktop) read as QuickBooks Online
QuickBooks Advanced read as QuickBooks Online
QuickBooks Enterprise read as QuickBooks Online
Ramp read as Ramp Accounting Agent
Ramp Enterprise read as Ramp Accounting Agent
SAP Joule Agents read as SAP Joule
Trintech read as Trintech Cadency
Workday read as Workday Financial Management
Unresolved, counted raw
Auditoria.ai
SAP Business AI
Vena Copilot
Xendoo
Discontinued, still offered
No shut-down product was recommended here.